{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname=r\"C:\\Windows\\Fonts\\msyh.ttc\")\n",
    "\n",
    "a = [\"战狼2\",\"速度与激情8\",\"功夫瑜伽\",\"西游伏妖篇\",\"变形金刚5：最后的骑士\",\"摔跤吧！爸爸\",\"加勒比海盗5：死无对证\",\"金刚：骷髅岛\",\"极限特工：终极回归\",\"生化危机6：终章\",\"乘风破浪\",\"神偷奶爸3\",\"智取威虎山\",\"大闹天竺\",\"金刚狼3：殊死一战\",\"蜘蛛侠：英雄归来\",\"悟空传\",\"银河护卫队2\",\"情圣\",\"新木乃伊\",]\n",
    "b = [56.01,26.94,17.53,16.49,15.45,12.96,11.8,11.61,11.28,11.12,10.49,10.3,8.75,7.55,7.32,6.99,6.88,6.86,6.58,6.23]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(len(a)), b)\n",
    "# plt.xticks([刻度],[标签],其他属性)\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(len(a)), b)\n",
    "# plt.xticks([刻度],[标签],其他属性)\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "属性 width，使刻度不过于密集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "plt.bar(range(len(a)), b, width=0.3)\n",
    "\n",
    "# 设置x轴刻度\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=90) # plt.xticks([刻度],[标签],其他属性)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "存在电影名称太长的问题, 手动添加`\\n`, 或者使用正则添加"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "战狼2\n",
      "----------\n",
      "速度与激情8\n",
      "----------\n",
      "功夫瑜伽\n",
      "----------\n",
      "西游伏妖篇\n",
      "----------\n",
      "变形金刚5：\n",
      "最后的骑士\n",
      "----------\n",
      "摔跤吧！爸爸\n",
      "----------\n",
      "加勒比海盗5：\n",
      "死无对证\n",
      "----------\n",
      "金刚：\n",
      "骷髅岛\n",
      "----------\n",
      "极限特工：\n",
      "终极回归\n",
      "----------\n",
      "生化危机6：\n",
      "终章\n",
      "----------\n",
      "乘风破浪\n",
      "----------\n",
      "神偷奶爸3\n",
      "----------\n",
      "智取威虎山\n",
      "----------\n",
      "大闹天竺\n",
      "----------\n",
      "金刚狼3：\n",
      "殊死一战\n",
      "----------\n",
      "蜘蛛侠：\n",
      "英雄归来\n",
      "----------\n",
      "悟空传\n",
      "----------\n",
      "银河护卫队2\n",
      "----------\n",
      "情圣\n",
      "----------\n",
      "新木乃伊\n",
      "----------\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "c = [\"战狼2\",\"速度与激情8\",\"功夫瑜伽\",\"西游伏妖篇\",\"变形金刚5：最后的骑士\",\"摔跤吧！爸爸\",\"加勒比海盗5：死无对证\",\"金刚：骷髅岛\",\"极限特工：终极回归\",\"生化危机6：终章\",\"乘风破浪\",\"神偷奶爸3\",\"智取威虎山\",\"大闹天竺\",\"金刚狼3：殊死一战\",\"蜘蛛侠：英雄归来\",\"悟空传\",\"银河护卫队2\",\"情圣\",\"新木乃伊\",]\n",
    "\n",
    "for i in range(len(c)):\n",
    "    c[i] = re.sub(r'\\：', r'：\\n', c[i])\n",
    "#     c[i] = re.sub(r'\\：', r'：\\n', c[i]) 效果是一样的\n",
    "    print(c[i])\n",
    "    print('-'*10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "plt.bar(range(len(a)), b, width=0.3)\n",
    "\n",
    "# 设置x轴刻度\n",
    "plt.xticks(range(len(a)), [re.sub(r'\\：', r'：\\n', i) for i in a], fontproperties=my_font, rotation=90) # plt.xticks([刻度],[标签],其他属性)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "显示的效果很不错\n",
    "\n",
    "### 横向条形图\n",
    "\n",
    "- width --> height\n",
    "- xticks --> yticks\n",
    "- rotation 参数不再需要设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zFwMXL+DYc4GHVCArSZIkSZIkadGxpqwkSZIkSZIk9ZChrCRJkiRJkiT1kKGsJEmSJEmSJPWQoawkSZIkSZIk9ZChrCRJkiRJkiT1kKGsJEmSJEmSJPWQoawkSZIkSZIk9ZChrCRJkiRJkiT1kKGsJEmSJEmSJPWQoawkSZIkSZIk9ZCh7ENIknXmcT49mookSZIkSZKkBTR5vCcwESXZC5gO/A74GLAysAxwXUe3E6vqyI5rlgFOT/L8qvr7CEPPSvKEqjq4veZnwDuq6nfzPcm7boQTzXi1EGbVeM9AkiRJkiRpsWQoO34eBRxZVZskeT1wR1V9fvBkks2SXArc03HNCsCPktzbHk8CvllV722PXwYcnOTHNKHvTOCYJIPp2KVV9fJF+EySJEmSJEmS5sFQtseSvB1YC9gKeFOS3YAZwO1JXtt2uwD4NvDrqtorSR+wblWd135es6p+n2QnYOt23OnAY6vqYmC7JC8AXlpVe/Xy+SRJkiRJkiSNzlC29zaiCV3/Acxpd8r+Atitqm5IshLw/bbPNUl2BD4MHAqcB6wEfDzJ34EjgT+3474RmJTkZcCbgDWA+5KcP+T+r62qCxbZ00mSJEmSJEkalaFs790O3ExTXmAgycHABsA+7Xu6lgEeCRwAbAn8B9iqqq4FqKq/JdkCeCXwQ+CDSW4FHtOe/zrw9SR/AzatqpvHMqkks4HZg8crTJtM/6SZC/2wmsD6+8d7BuNuYGBgvKcgLRFcS1J3uJak7nAtSd3hWtJEZyjbY1X16vZFXwBXAncBewzpdnbbfiuwL/CTNrAd6ts0oe1LgU8BXwJI8jBg0lgD2XZeR9LsvAVgxqpTqm/uRWO9XHqwvr7xnsFioc/vQeoK15LUHa4lqTtcS1J3uJY0kRnKjqOq+kuSNwBPGXLqrqp6JvAr4KjBxiQXA1tX1fWdnZOsVFUDHcHtSjS7cDtLFzwa+EJVvaW7TyFJkiRJkiRpfhjKjr/H0QStA4MNSS6cnwE6r22tAHwC+EZV3dMGv88CDhvzoFOnw6w58zMNSZIkSZIkSWNgKLtk+huwGfDTJLcDfwVeUlU1vtOSJEmSJEmSZCi7eDgjyX0dx2sn2Q746JB+ywI/T9IZrn6/qg7p7FRVdwPHJjkO2AfYD1iHpoatJEmSJEmSpHFkKDsOqur4js9bjNL1x/M57npDju8FPpfkuKq6Z37GkiRJkiRJkrRoTBrvCWjRM5CVJEmSJEmSFh+GspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQw+JUDZJV+eZJN0cb2ElWabztyRJkiRJkqQl1+TxnsBIkqwDvLmqDgS2TvKUqvrgCH2/W1Uvbj/PBK4Cjgf2q6rrh/R9CvBuYMf2eAbw7ap6ZhfmvAewXlUd2nG8TlW9b0i/VwGTq+rYtulrSd4AHJPkPVV1wZD+awJfraot5mMuywBnVtWmC/Qwd90IJy5W2bUeqmbVeM9AkiRJkiRpsbLYhrJDzAQelWRf4GrgJW37SVV1CrBUR9/3Aa8eZaw3AV9Ncn57vDSwbsfxuVX1+rFOLMljgRPbw1WAZZLs0HE8NclO7fE7gLcC6wIDSV4KHApsCXwHWAn4RpKbgI8CA8A6wI/be70f2H7IFNavqmWSbEQTRN8/NeBxHc81aIuqunWszydJkiRJkiSpuxbLUDbJXsC7gGWTPAe4FrgFeCJwD01YeT7wpCQfB1ZK8mfgMOBJwMnAo4EfJ7kXOLaqjk3yaGCDqpqV5NqqOjfJI4EvVdVzk2wA3DxkLstU1Z0jzbWq/gZs0vZ9PrAWcDGwBnA7sEZVHdcx3m+Bn9KEq/cAn2nnd3CS44EjquqStu/uwJod93on8M4h87ukPXdxkm2A51bVdzp3yrblGl4HfKaq7h3925ckSZIkSZK0KC2WoWzr48D6wOrAb2kCzmtoAtm1gOuB9YBjgc2B7wNbACdU1TuSfJ+O8gVtMPn59nqAnZO8EPgicE+StYFvAK9sxybJAcBuwLPnNdkkJ9EEsQCrAsu28yXJazrKCEwFbgDuAh7fjv3VsX8to7oTeGuSO4Cfd7S/G3gM8KlR5j8bmD14vMK0yfRPmtmlaWlC6+8f7xmMm4GBgfGegrREcC1J3eFakrrDtSR1h2tJE93iHMp2Op+mZMHqwJWj9LsdqCTvowk835bkNuDfwH+BOfxv5+nBNCHuiu11ywOvrKo/dIx3HPCDMc7x8VW1PkCSPYG1q+rw9viSjn470eyU/RZNKYV3A4cn2YJmd+/GSe4E9hoy/ty2LMKhQ9rXHvxQVXe0u2ufO9iWZGmaMgqvqqoRi3tW1ZHAkYPHM1adUn1zL5rXM0vz1tc33jMYV30T/PmlbnEtSd3hWpK6w7UkdYdrSRPZ4hzKvpFmt+nlNKHiasB/gGlD+h1AE6xuALyXZofoBjS1W6cCHwLuAzak2U37rST/B+zTXr8CMB34MkCzoZYXVtV1VXUH7W7X+TSZpjTBA7S7dV8D7AzsWlV/TrIa8JURyhds3DHHW6vqZJrSDJ1jDvY9iWYH8aB30wTQFwB3A+e2z/ajqnrvAjyTJEmSJEmSpC5YXEPZG2hCxWdU1YEASbYCzqD5E/3NO/p+DNi6qnZq+y1FE3yeQRPgPqKqLgDOTLI8QFV9Fvhs2//rwCOB91TV6fM70SRPAT4HrN3xUq3VgElJdm2PB899GPgFTQ3as5K8pH3WV8xjp+xqNLt9R1RVO3fMaTeasgsF/BU4qKqum99nkyRJkiRJktR9i2UoW1WnJFkHeEaSL1XV3jRB5rNodsN29j06ydZJdqQJPI+i2fX6WuADwJeSvLKqLht6nyQ7ASsDuwMnJdm6qgY6zi8LrFpVI+6WbQPfTTquWRs4CbgReENV/XXIJd9K8m3gLTQ1bA9m5J2yywO3Ak8F/jzyN3b/vR8FHA7009TG/RnwduArSU4DPltVt89rHACmTodZc8bUVZIkSZIkSdLYTRrvCQwnyQdoaq5uBjwpyRuAPwHvA7YCXk3z0qpJSXah2WH6Rprdr3+tqtPaof4D7Ad8OcnkjvGXSfJOmsDyFVV1NU2Y+Ysk9wesNCUOvjHGOU9ua8meBvxfx333SjK1o9+T2/nOpCmbsOZw4wFU1fltyYJXAGcnOS/J+Z0/tDVlkxwFfBv4XFXNpi2fUFVXANu1x+cnee1YnkeSJEmSJEnSorFY7pQFvggc3r64aiWaHZ+vqKpLklwH/BM4hya0nQvsAgwAW1XVNzsHqqo/JXl2Vd3X1lQFOJambMCWgztHq+oHSW4A3pPkZVV1K/Bpmpd9jShJH024+8J2nltV1fXtuW1pdsL+pa39+haaUgkXARvRlFjYGHhZW74A4Ph2np+sqhOTHAhMqqpzgU2Huf/gS8Q+C8yuqrlD+1TVvcAnkxxDU6dXkiRJkiRJ0jhJVY33HOYpyVPaMgGLnSSTaMofnFZVw9Z9bXfpPhn4Xc3nF57kZcAlVfWHEc7vWlXfmc9pz9OMGTNqzhzLF0gLo7+/37eJSl3gWpK6w7UkdYdrSeoO15ImgiTXVtWwfyW/uO6UfYDFNZAFaHemnjiPPvcCv13A8b8+j/NdD2QlSZIkSZIkLTqLZU1ZSZIkSZIkSVpSGcpKkiRJkiRJUg8ZykqSJEmSJElSDxnKSpIkSZIkSVIPGcpKkiRJkiRJUg8ZykqSJEmSJElSDxnKSpIkSZIkSVIPGcpKkiRJkiRJUg8ZykqSJEmSJElSDxnKSpIkSZIkSVIPTYhQNo01x3se4yHJUuM9B0mSJEmSJEn/M3m8JzAoyXbAXsBvq+rIjvZNgNOAyzu6TwWuraod2j5bALsDHwNeAnwa+DawfVXdA0wDTkry9Kqa2+V5vwfYDVgNuAr4Dc33+hngi1W1SUff/YD9xjDs+VW17wLMZS9g9ao6oj1eDvh12755VX1yzIPddSOcmPmdgjR/ZtV4z0CSJEmSJKnnxn2nbLuL9SDg6VW1O3BDkg8nmdrR7RRgu6raFHgR8Kr22i2SHD3Yqar+DjwJOAP4BDAzyQ3Az4H7gHOTXJ7kwPb6Vya5OMk/kpybZIP5nX9VvRc4HDi2qjapqgOAzYErh+l7TFVtDJwDHFFVG7fHHwW+M3i8IIHsCO6gCYgvBFZN8toujStJkiRJkiRpAY1rKNvucP0Z8K823KSqvtK2/TLJ3sCywAo0O10DvBPYdITxVgGWp9lJe2rbfEpVbTr4QxOgDvo58ISqWgc4F3jXkPGWHeOjbAZclWSZJI8EZgC/AB6f5Pz25zntmJOBFwOnjzRY22dBvT7JhUl+0rEreBnga8BlSaYsxNiSJEmSJEmSFtK4lS9IcjzwCOBW4G1J3jakyy3AFsCngO/Q7PbchyaQPQrYfphhN6MJH7dp+90DPD/J2R19+oBPAlTVNe1cpgFrAOcPGe+qJLtX1S/m8TjPAQbaOb4P2Keqvpfk/M7yBa1tgQA/bgPSAeDYwZNJ3gisDyzortZPVtURST6Q5BfA2sC3gGuAq4HfAncPvSjJbGD24PEK0ybTP2nmAk5BGqP+/vGewSI1MDAw3lOQlgiuJak7XEtSd7iWpO5wLWmiG8+asm+pqhs6G5JcVlXrDWn7DPB/NEHsJcCHgWELUVbVye0169OUEDgDOK2q9uoYby+a3bQkWQH4PU1weSpNHdhOm9LUiR1RkucDN9CEsS8BngZsluQdtDtl267n0oSeRwAvqaqzkmwPbPW/oXI48FTgJUneC7xptHt3eH5V/WpI2zurqpL8HtiJpq7uW6rqv8MN0Nbxvb+W74xVp1Tf3IvGeHtpAfX1jfcMFrm+CfCMUi+4lqTucC1J3eFakrrDtaSJbNzKFwwNZEdxX/v73vZn1LdPJdmM5sVb67ZN27d1Yy9Nch4dJQqq6r9V9RhgJeAKmh25nXO8oqruY3SvAU4GzqIpw/D6dnfsYEh6Qltr9vXAG2iC5ee2L+F6OfDDtt9BNGUXtm/n9Z6qWn4sP8Bfk/yH5iViOyW5nmb3LjSh8lo0O44vmcezSJIkSZIkSVrExrum7Bfa+qcXJrkQWKvj+KIkP+zo/lbg4zQv+Vp+hPGeDnwAeCWwctt8Cs1u1EvamrKD5QHuV1W304SWz16Ax3h1VX0c+DPwxXYeO9OUZfgrsGWSwYD4EpoSDP8EzgNmVNUv23Nfqqq3VtV9SR61APP4fUfd3M5w+QLgy8B1VfW1BRhXkiRJkiRJUheNZ/kCaP6c/xRg96q6ti1fsHGSlWjKCexH89Ks6TS7PbcG5gKvaK+/g6Z0wKCrgd1pQtulBhurqj/JBUnOAv5E+7KvJFtW1RntC8RmAb/unFwbpl412m7ZqroxyROBTYD/S/ICml2v2wDPpwmTv5/kpVV1SjvuqTSlCd7YMdRAx+fTk2xQVXeN+M2NQZLVaco4LFtVByd5CXD74DxGNXU6zJqzMLeXJEmSJEmSNIxx3SlbVf8B3gscMuTUe4DDqmowFbyR5s/6C/g0cDwwt6p+U1XvBR7WHs+pquuBDYBraUodTEuyD02Y+3dgWWC5dtz9k1wD/A14MrDXkHn8BthytGdIshbwDZodsGsDhwE7V9Xd7TP+naZswbva/o8GfkJT8/UP7TD30tR8HQxS716AQPbJSc5rSzTsSlO+4CzgE8CNSZ5DsxP4zvkcV5IkSZIkSVIXjdtO2SR704SVg8cX0pYvaJu2THIEMAfor6o7252r36YJMI9M8iKasgPLA/sk2Qr4PHA3sDOwGfB04LfAp6vq30l2AT6VZI+qesk8pvmoqrp1Hn32BN5QVb9rn2OzwUB2UFWdAZyRZBvgGODAqjqto8u5wAfb51mJJtidX7+vqi3aOXwCuBjYuqr+2X6n3wOWBt6yAGNLkiRJkiRJ6pI0m0+XTEmmAvdV1b3jPReAJA8DplXVdV0edxLQ1+4S7ooZM2bUnDmWL5AWRn9/v28TlbrAtSR1h2tJ6g7XktQdriVNBEmurao1hzs33jVlF6mFrcnabVV1C3DLIhh3LtC1QFaSJEmSJEnSojOuNWUlSZIkSZIkaaIxlJUkSZIkSZKkHjKUlSRJkiRJkqQeMpSVJEmSJEmSpB4ylJUkSZIkSZKkHjKUlSRJkiRJkqQeMpSVJEmSJEmSpB4ylJUkSZIkSZKkHjKUlSRJkiRJkqQeMpTtsSTbJHnmeM9DkiRJkiRJ0vgwlF1Ektw6wqnLgS8leVKSE5JcPOTn6iSHtmOcOeTcbUkuG9K2T8c9351kmyHzOC3JKovsQSVJkiRJkiTNl8njPYGJJMlawFOA5wPXAK8FPldVe3b02R1YH6Cqthhy/S+BN1bV74cZe1lgT+BjHW0bA8tV1c3zPdm7boQTM9+XSQttVo33DCRJkiRJkhYpQ9neegSwfVV9e7AhyQ1J1qiq68ZwfYC5I5zbH1gKODdJAX+k2Qm9WpI/dly3b1Wdv8BPIEmSJEmSJGmhGMp2QZKPAdt3NgHLJblkSNd/ANcn+RzNjlmA9YCtktzXHp8wyq2WBu4b2tjuwN0X2Ak4BHgpsBlwJPBk4MfAi6vqxrE/lSRJkiRJkqRFwVC2C6rqTcCbBo+TrANcCbyoqv7W0b4psF9Vvbaj7WRgj6oaaI93B1ZJsj/N7tdOjwdOTXLLkPZXAQdU1UVJLgZmte0HVNUdST4AvA/Yb6RnSDIbmD14vMK0yfRPmjmWx5e6q79/vGfQNQMDA+M9BWmJ4FqSusO1JHWHa0nqDteSJjpD2UVja+BvwI7AR4aeTLIJcApwNc1O2TOSTAV+CpwHUFWfAT7Tcc3jgXOA06rqNaPc+31V9YDdtFX1kySnjzbhqjqSZmctADNWnVJ9cy8a7RJp0ejrG+8ZdFXfEvY80nhxLUnd4VqSusO1JHWHa0kT2aTxnsCSJsnSwEHAi4F9k6wyQtevV9UmwNnAljQv6RrN24GDgQ2TrDfMfbdMciFwQZILh/607f6vnSRJkiRJkjTO3CnbfR8DflZVFyf5NHBckpdW1d3zuG4KMOxr55McQFO64NXAJcB3kjy3qm4a7FNVZwAbd+MBAJg6HWbN6dpwkiRJkiRJkhrulO2SJMu0L/B6PM2OVqrqk8BtwM+TPKqj+93AQMfxpsBHgdOAFYA72zGXS/JJ4ECaF3XdVVVnAZ+m2fm6fZIs2ieTJEmSJEmS1E3ulO2CJIO1Y88Cth+yK3YP4FDgTzQ1Ya+rqj8Cf2zP/ws4F3gu8DtgRWDnJNsBXwJ+AWxaVfe/3KuqPp/kMpqas4cmeR/w/jFOd++q+t0CPagkSZIkSZKkhWYo2x13AK+pqjOHnqiqAt6T5AvAtKq6dMj5fToONxr8kGRVYMeq+u1wN6yqM5JsCDyqqi4HfrDwjyFJkiRJkiRpUTOU7YKq+ukY+lw9n2PeBNw0jz5zgcvnZ1xJkiRJkiRJ48uaspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQ4ayo0jylCS7jfc8JEmSJEmSJC05Jo/3BBZXSSYDHwMqyTZt8w+BbYG12+PJwBnAIcBlwH3ABsDXq2qf+bzf+cDWwHeBV1TVnGH6fANYH7i1o/kjVfWDYfoeBKxUVYfOzzzud9eNcGIW6FJpsTerxnsGkiRJkiRpAjOUHdmbgZOBs4GDgX2B24F3V9UmAEkOBf4MXADsVFUDSS4Evprkv+05gFWBL1fV+5I8G3j2MPebARwI/Bd4Y5J3VNU9w/Tbt6rOH9qY5InAylX1y+EeJsnGwMNGOi9JkiRJkiSpNwxlR7YcsCWwB7AG8H3girFcWFVnJPljVT0TIMnbgUva01sBBQwNR18JnEMTAgPMTbIrcBRwTdu2LHB08oAdrE8E+oCnAesNM+6gTYF1RjkvSZIkSZIkqQcMZUdQVe8CSPJ94N/AnlV1dZLzkxzSdns2MLhr9bQk9wGPao//leThVfUv4OnAlzuGfwTw0Y7jXwFXA3+i2TH71Ko6sw1fv1BVhyaZ0t7rMGAFYEXgx8DhVXXrkKBWkiRJkiRJ0mLKUHYESR4GHAlcR1Nb9ktJPtOevqz9vXHHJc/vKF8AzY7X57Sh7qpDasT+tKpek+QLwKurqpIcTxPWvpwH7mZdJck5wD00O11fQhMS/wd4HnDmQj8skGQ2MHvweIVpk+mfNLMbQ0uLn/7+ntxmYGCgJ/eRlnSuJak7XEtSd7iWpO5wLWmiM5Qd2atoXuz1FuCDQGh2qU6hqf0K8G7gXJr6s0N3yn6fJtSFpjbtoCnA85IcBqwGPCXJr4C/A5vQvOzr7W3facCcqno93P/yrkcAt7Tz2ZQH7rhdYFV1ZMd8mbHqlOqbe1E3hpYWP319PbxV7+4lLclcS1J3uJak7nAtSd3hWtJEZig7gqr6OECSdw2+2KtTko8Ck6rqzrZ0wNCdsv8A5gLvoKkjO2hV4ASaQPZ5wO7ATcANwBeAt1fVfW3f6TS7YklyAvDYjnE+XlWHL/yTSpIkSZIkSeolQ9l5e1ySM4dpfzTw4yTPonkR2AeSTAfWSfINml200OyMnQbc3B4/Efgr8BvgeJqQdhOagBbgy0neARwHbMj/atHOrKqZAEn2au9Jkm2BP3fjQR9g6nSYNWfe/SRJkiRJkiTNF0PZebu0qrYY2tjulIXmO3w9TfmBq4ALaMobfBE4HTgCODnJ/wH/Au4DbgOWBu5u+xwE7AP8DXgMTd3YTwHPBA5I8ti276C5wHLt533ae0iSJEmSJEl6CDCUnbfHJTl7mPZ1gB9X1RmdjW0pgy8Ax1XVD9q2vWheonUGTYC6Ic0LxHaoqrntC8S2p9lVezTwK5rasqcC2wAfB/bquM1vgMOTvIymvuxF7Xx2SLLDkPns2n5cGfjK/D68JEmSJEmSpO4ylJ2HqlphPvtvPEzbhcCeQ5ov6Di/f0f7NgBJJtPsol0W2LSqbuzofymw9pDxvtf+SJIkSZIkSVqMGcoupqrqXuC/7Y8kSZIkSZKkJcSk8Z6AJEmSJEmSJE0khrKSJEmSJEmS1EOGspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQ4aykiRJkiRJktRDhrKSJEmSJEmS1EOGspIkSZIkSZLUQ4aykiRJkiRJktRDhrKLiSTrzG//JOt3HD8pycpdn5gkSZIkSZKkrpo83hN4qEnyLuDqqjq+o2154OSq2mJI368D76+qi5MsB3wLGAD2qKrq6LcccAqwYZJHA88fctt/V9XX2r5LA/sBewJv6OizLnB0kt8DR1TVtQv1oHfdCCdmoYaQJrxJM2HuRcOfm1XDt0uSJEmSpCWeO2Xn3+eBNQCSPC3JdsDWwCpJtmt/HpnkYcC6bSC7GvAN4G3ACcAJSVboGHM94C/t53uBAAcAtwJTgde39wvwE2AK8AHgyCTPTLIr8M72ml8Bh7X9t01yYZLLk1yU5FmL6kuRJEmSJEmSNDbulJ0PSU4AnghMS7I1sBTwi/b08sDGwFOAXwL3Ad9OsgtNGHsfcFDbtw/4ZZKjgWWBg4Glk/wd+B5wFPCiqjo+ycuB0wGqqpI8r6ruTbImcD5wBk2I+17ghqq6kGZHLsAfgU3a/q8DPgw8o9vfiyRJkiRJkqSxM5SdD1W1J0CSbwNfBd4IHNme3qqqjkiyF01A+y7gQ8DOwMeA/wC3VNWv2zG2Azaqqo8mWQM4D1gBeAzNTti72nGfDxzTXvME4K1JNgRuowlf1wCWBl4KfDlJH3AT8Lqquri9bmlgLZoQd1hJZgOzB49XmDaZ/kkzF+yLkgTAwKR1Rz7Z39+7iUgPcQMDA+M9BWmJ4FqSusO1JHWHa0kTnaHsfEryTpoQ9AyaUHZwp+z6Sc4DVgNWAX5LE5z+EnguTVmBQ9rdsdOBzWl2yAI8Ffg0sC9wGbAiTYgLMBf4XJI5wK7AZ4FD2nu8vP3p9GPgM8A/2/n+DtgI+D2w40jPVVVH8r+AmRmrTqm+kWphShqzEddRX19vJyI9xPW5ZqSucC1J3eFakrrDtaSJzFB2PiT5APAi4E/A14BlgK3a0ydX1RYdO2Xv7Lj0sUDRlDsYOuZkYLWqui7JM4Cv07y063poducmWRf4RFXdApybZEZVbdxefyhwYVV9P8k6wFFV9Y/B8avqqe1O2dcDZyR5YudLxiRJkiRJkiT1li/6mj8/otkdexXNrtM7aXbK/gJ4crtT9l3DXPdtml2xdw1zbjJwdZLDgNWr6jKana2XdvRZhmbX7QKpqnto6tRuQLPDVpIkSZIkSdI4cafsfKiqX7cv+KKq5ia5lOblXUvxv52yOwDTaEoQDHol8Gxg6jBj3plkZ+A3wNy2JuxLgd06uq0I/LfjePk2AB60XZKDaXbj/jzJZjT1YzcFzq6qucDLgMuq6qYxPezU6TBrzpi6ShpBf79lCiRJkiRJ0oMYyi6EqnotQJLlO9pObtv27ej62ao6PskvaWq+Tga2pqkXC/AamhqwpwBvo3kh2FUd128AdCakdwCbV9W9w80ryR+ApwM7AScmuQO4sj2WJEmSJEmSNI4MZXvjMUl+CpwK7ECzu/bfwJwkL6EphbArTTmJdwLPB2h34obm32m7jvFOBf6cpHP37KApwLlVdTcwu/2RJEmSJEmStJgwlJ1PVXU6cPqQtluBLYZ0Pb49N9xu1q8OfkhyMnDSYL8k27Z1ZamqxyVZuq0J23m/t9HsqJUkSZIkSZL0EGMou4iMVFpgmH53DDm+bMjxPUiSJEmSJElaYkwa7wlIkiRJkiRJ0kRiKCtJkiRJkiRJPWQoK0mSJEmSJEk9ZCgrSZIkSZIkST1kKCtJkiRJkiRJPWQoK0mSJEmSJEk9ZCgrSZIkSZIkST1kKCtJkiRJkiRJPWQoK0mSJEmSJEk9ZCgrSZIkSZIkST1kKLuIJZmSZOUk6yzi+2SYtg2Ha5ckSZIkSZI0fiaP9wSWBEkmAacBSwH3tc0bA38E7gFuBW5Lsj/wWWDztm2o1YGDq+r4JCsCMzrOXVdVt7T32wHYpKoObY8D/DzJoVV1Vsc1+wG/AE6a74e660Y40TxXWiiTZsLci8bWd1Yt2rlIkiRJkqTFhqFsd6wKvHZI26nAq4fpB7AvcENV/Rmg3UW7IfDUjr6PAnYD9ga+CFyY5OD23MOA5dpwFuDF7f1PSbIb8EvgL+25pyZ5G7AOsHtVnblgjyhJkiRJkiSpGwxlu+NlwGZD2tYAjhjSdkP7O8Dnk7y1qs4GPgB8vbNjVV2UZHlg1ao6JMlGwMVVtVfnTtkkPwTuAAaAJwPLAL+vqi06x0ty9MI+pCRJkiRJkqSFZyjbHZ8FjgPWBl5VVW9KcmFV7Z7kDcCfaEob3Au8EphLswP2pCQHADOq6kdJnjJk3O2B3yRZnSbIHc7baXbVfgmYBVwDPCnJ2UP6rQt8Z6QHSDIbmD14vMK0yfRPmjmGR5c0koFJ6469c3//opuI9BA3MDAw3lOQlgiuJak7XEtSd7iWNNEZynbHNjSB6IrA7UPOrQYcCfwM+ArNy9XmVtWlSY6hqUX7nKEDJpkC7An8AXgv8BJghyQ3AVcBk5K8FPhVVb02yatoyiW8B/jD/O6Uraoj23kCMGPVKdU31lqYkkY05nXU17doJyI9xPW5RqSucC1J3eFakrrDtaSJzFC2C6rq1CS/A54PvCDJ+sBj29B0Lk2o+kPgdOBG4M4hQ0wfZti92/a3A++jKUvwXWAl4K1VdVWSNwH/bedwHnBekunAk5OcR7OD9sp2vHUYZaesJEmSJEmSpN6YNN4TWBIk+TBwIrA5sApwLE2N1/2Bm4GPAOcD36LZOXtzkpnA/7XXfCLJSjQBbtpg9VbgGx23Wbkd8yfAyzp20n6vncO0JL9q+/6+qjalCYLf0X7eF9huETy+JEmSJEmSpPngTtkuqKq3AiR5HPBl4F00Qez+wDeBA6rqJ0mWAt4N3AScRFN/9vwknweOoqk9u3x7bnvgqR23eSJwKU34+1vgMcC3q+rG9vyWwJwhUzsM+EGSc4ANgIPG/FBTp8OsocNJmi/9/ZYlkCRJkiRJD+JO2S5I8oQknwC+CLy2qn4GUFV/AV4IzE7yC+AA4CLg6cDXqurX7RAfA/5F85KuDYDlquo/7bmvAasDLwJ+CdwHXAy8Avh5xzR2AE7tmNPywAtoQuAdgQ9X1Z+6/OiSJEmSJEmS5pOhbHc8iuZFXs+qqge81aeq/lFV2wLvAF4JfKKqflJVH+roc29VvQ34EU1g+/v21LeALWhq0v4L2Ba4gGbH7LOATyU5O8nDgZ1oXho2A3hS229NmnIHWwNvTHJJktW6//iSJEmSJEmSxsryBV1QVT8cpm3jIcfnJXl6Vd07yji3A0/uOD4XoH2J2H7AxsC2VXVd22WTJE+gqVu7X1X1J/kvsA9wUlXd1/b7G7BdklWr6qYFfExJkiRJkiRJXWAo20OjBbLzuG6wbuw/hzk3WJLgB+3xHcB3RhjHQFaSJEmSJEkaZ5YvkCRJkiRJkqQeMpSVJEmSJEmSpB4ylJUkSZIkSZKkHjKUlSRJkiRJkqQeMpSVJEmSJEmSpB4ylJUkSZIkSZKkHjKUlSRJkiRJkqQeMpSVJEmSJEmSpB4ylJUkSZIkSZKkHlqiQ9kkK473HLohyWodn6ckWWWM1+2TZPKim5kkSZIkSZKk+fWQC+ySbAVcW1WXJvkxcGhVnTdMv02BTwNPaYPJ66tq+ghjrgacAKzW0bwisHxVzRjS9/vAflV1fZLjgecAt7XXvq2qjl/IRxw6txWAM5NsUlV3APsA6wJvGdJvOeD9Qy7fAdg+yT872v5aVZ/r5hwlSZIkSZIkjd1DKpRNMgX4PLDlGLofAHxqhHH2oQlpT0myPrAnsENV3deeXxY4DfjAGO6zd1WdmeSQYe6zGfBJ4OHAf6pqwzGMN9Rs4AjgzjZ4fTvwrySDQfRjgDcAJwIfBZYGjgNe1R4DvAyYAnwZuHNMd73rRjgxCzBdSfebNBPmXrToxp9Vi25sSZIkSZK0yDykQllgf2A54NQkAGsDX0tyR0efg4E/ANvQ7Cp9gCTbAO8EnpVke+BtwLLAs9sxodn1uirw7iTvbts+QhOIbgSc0u6YHVGSNYDvALtX1VlJpg05v2y783W0MdYBnkwTLl8I/A04G5hTVW9OsgVweHufvYFXtJduCHwf+Hd7/ATgSprvhCQvr6prR7u3JEmSJEmSpEXjIRPKJtkEeA2wflUNtG3Dli9IchJwZ1XdPaR9B+CzwPOr6tokNwBzgDcB+412/6q6NcnpQD+wfUf5gpHMBr5cVWe1198+5PxZST5bVceNMsbbgPWBC9p531tVRyY5MsnJNGHyzlV1J/BF4ItJth5lvDlV9ZfRnlOSJEmSJEnSovWQCWVpdoG+YjCQHUmSXYFHDnPqYTTlCLaoqssBquruJAXc04au5w9z3X5VNdi+E7AU8Mkkb27b7hthKk8FzmvLDKwEnFBVneUQdgFuGO1ZgIOAJwEfBz5WVfcleTLwWGAusDyweZKfdOy6/Qxw5DBjrQY8GthruBslmU0TJAOwwrTJ9E+aOY/pSRrNwKR1F+0N+vsX7fjSYmJgYGC8pyAtEVxLUne4lqTucC1ponvIhLJV9YYkb0vy5Y7m4coXfJsmwD0V7n/h11E0tVSfPUyoOw24tf08uao2HjyR5LNA2s+TaerUngkcT1MaYQVg6HiDVgdmAM8GVgHOTfL7qvpx+zxXj+GxJwGfoKkPu2aSbwJXAe+sqouSPI6mXMPHkzy+3TG7GrDrMGMtC/x9pBtV1ZF0hLkzVp1SfYuyFqY0QSzSddTXt+jGlhYzff73LnWFa0nqDteS1B2uJU1kD5lQFqCqPgR8aPB4lPIFy7S/96V5CdYhwBc7A9kkq1bVTTTh6Y0j3PKxHedeCvyEZufq76vq1CTn0JQ/6Lz38lV1K3A98N22hML1Sc6kqUf74/l45Fe2czgOOB3YFvgP8Msk19ME0AfSlGoY3LF7OfDmYcZaC3jxfNxbkiRJkiRJ0iLwkAplF8CJwJdod7sOcUWS1YCnAb/pPJHkgzQh7PnAP5J8Dngv8F3gm22fZYHl2mC3035J/kXzoq092tqvKwHPoan7OniPtYAb2t2tI/kS8Pm2bMGyNLt9l6mqZyfZnKYUwa1VdVrHNf3AYF3ZF7fPdg1NqYMrR7nXA02dDrPmzLufpJH197ubVZIkSZIkPcgSHcoOvlwrySRgapKlq+qeJGsDtwD3AjsCR7SXLNte93bg7e21GwAbVtWc9nhw+FcDX+u43VxgaZodqX+kCW8fDVxKU3f2yKo6p6P/ScAxwBdGeYTNgBe2LzlbiqYsww+T/JOmPMPhVXVVO69X0JRUANih/b02MAX47+CASbYEdqmqm0e5ryRJkiRJkqRF5CETyib5Es3Ls4b6QkdQCnA7TR3X+1XV3CQ/oNkdewuwKvAxYA/gvI6yBr9Pcgn/qzELMJ3mhVud1gReQlNOYNBvaXbm3gK8uy1b8LpRHuk57VxHsxTwU+BdVXVb27ZRGxTvAvwoyVVV9cKq+grwlc6LkxwDfKHjRWWSJEmSJEmSxlmqarznMG6SzADmVtX1HW2TaF6wBUBV3TvCtcvMo/RATyR5WFXd0u1xZ8yYUXPmWL5AWhj9/f0Wrpe6wLUkdYdrSeoO15LUHa4lTQRJrq2qNYc795DZKbsoDJYkGNI2l6YUwbyuHfdAFmBRBLKSJEmSJEmSFp1J8+4iSZIkSZIkSeoWQ1lJkiRJkiRJ6iFDWUmSJEmSJEnqIUNZSZIkSZIkSeohQ1lJkiRJkiRJ6iFDWUmSJEmSJEnqIUNZSZIkSZIkSeohQ1lJkiRJkiRJ6iFDWUmSJEmSJEnqIUNZSZIkSZIkSeqhxS6UTWOZwZ+FGGdaN+c1lvt13jPJw5Okl3OQJEmSJEmStPib3MubJdkO2Bg4Dvg5sCZweXt6HeA1wBXAz9r2JyTZGzgK+GfHUGtU1drtmKsDRwBHVdWFHX1+D6y/aJ5kWG8C/gN8IskU4Cxgc+CGoR2THAF8H1gZ+CxNON7fnn4CzfPd3H5fXweuHeW+jwKeUlWXdIx/WVWtt1BPc9eNcKKZsrRQJs2EuRf15l6zqjf3kSRJkiRJC61noWySLYFn0ISIGwMvBo6oql2SLAX8EfglsBZwCvBa4AKasPLEqnpzx1jnt78fRhNaXtUe7wi8q+229mA/4EdV9d4kxwHP7pjWasAdwK0dbZ+uqo/P57OtBLwAeE7btB+wIvCjdrPsssBywOOB7YHHtPM4HfgAsExVfTLJY4ATqurmjuF/UFV7jXLvM9vfqwDvq6r92+OdgfcM6b4msGtVnTk/zydJkiRJkiSpe3q5U3YdYEOacPLRNDtfV2jP7QycVVU3JVmrbXs28Iv286wkm3eMtVr7+wntGJsAbwS+XVWbACS5ZPDzoKp6VedxkmOAs6vqqyNNOsmyVXXHPJ7tfcDBwOwkjwc2Av5Es/N3DvBt4Cs0O2LXpwmmrwfWaNsGv4c30OwKXhBTgA0GD6rqJOCkIc9yzAKOLUmSJEmSJKlLelZTtqq+RLMj9XdV9Vma3aPPbnd4vgDYpt3Z+rD2khcAP2o/n1hVmw7+8L+SAIO7Qc8HPg7skeS8JOfR7JQ9r+Nnjfmdc5LtgUvn0Wd1YG/gQ8CrgZ8CLwcOAL5LU6bhu1X1naq6q6qOoClb8N2qOqX9HnbueOaDk/x4mPtckuT89ufCwR2ykiRJkiRJkh5aelm+YBqwDTCQZDmaEgX/AvapqlclWZqmhMFd7SUr0ISX/cON1zoZ+A3wkrb/u6rq7x33fDywaRsIL4if8L+SBMOqquuTrAZ8A3h/Vf2ofdb92mdZGtg4yTlVdXmSTWl2yH4syfuBlYC+JE+tqnWTzAQ+OMK9BncBr97ebyRz2xD6R0PaHznSdUlmA7MHj1eYNpn+STNHe3RJ8zAwad3e3ax/tP+plB7aBgYGxnsK0hLBtSR1h2tJ6g7Xkia6XpYveANwJs2f9c8BHgt8BnhZks/R7BY9Fbiz7f8m4BzgdTTlC15KE3LeBPwkyaZVdUZb7uBRNC8HexNwfygLPBx4OrBAoWxV3QtcOYauOwMDwM+TvBHYEziBJtCdC+wLfCfJ14Dn0pQV+CywLrA2cAjwXpqdsge15xZGquo6mrIO/2scpXxBVR0JHDl4PGPVKdXXqxcUSUuwnq2jvr7e3EcaJ33+Ny51hWtJ6g7XktQdriVNZD0rX0BTT/ZbAFV1ArApcC7wKeALwFtpXnpF2+cW4D809WNPpHlB1u3AscCWwLJJDgZ+RxNu7gqs2FmygCb03bk9fswifLaPAU8BTmuf6ck0wfN5NIHr2VX1JJqw9XqaF5PdDXwZeCrN93JDkk8Da1XV0B2uQPOCs7bEw4PKG3T06WXQLkmSJEmSJGk+9TLA24cmTCXJ8sCzaHaQ/gn4KPBL4N/AWsBjkpxC86f9NwFU1Z+S/IJmN+fGVfWPJH8GPgJ8Ebimqk5OsgFwTFWdk2QLYPeq2m9BJtwGnGtV1bx2y65bVbe310wDlqmqbyb5GTALeDuwR1XdlmQ/ml2x0LzM7NKqujPJF9vvYPYw4wNcUFUvb++xSscYg24HfgjM5IG7hRfM1Okwa85CDyNNaP397mCVJEmSJEkP0ssXfd3VcfgR4HPABjRB5LuA22hquC4NXEFT7mBjmuD4SUlOB34LHAGcneT1wA1Vdd+QW70ReFr7eTmgFmLa2wG/Gq1DkhWB/ZJ8K8kFNPVtD0lyMXAo8DfgVYP9O76HKcBRwIeSvBg4DtgJeEWSTyZ5GB0GA9n2881V9boh5//TliDYk+b7+XTHi8EGd9juMt/fgCRJkiRJkqSuGo8/dX8Y7YuugO8Br6uqXwKfSXIg8D7guqq6DCDJVJoXgh1cVf9s274LPLWqHhS4VtWNSf6e5CpgWeCA9poX0FEztcMWSQ4Z0vbcqrq23Xm7/jye526aXaqHVNXfBhuTfAB4HrA3cHySWVV1Zsd1T6cpQ7A2zY7hrdvdv6fT7BzemiaoflGSC0e5/3od99wE2AtYv60p+wCj1ZSVJEmSJEmS1BsZJtfs3c2TDBesLmnakgb3VNU9i/g+6wPPrKovjnD+mcAVwwW2Q82YMaPmzLF8gbQw+vv7LVwvdYFrSeoO15LUHa4lqTtcS5oIklxbVWsOd25cXwo1EQJZgMF6sz24zyXAJaOcP6cX85AkSZIkSZI0sp7VlJUkSZIkSZIkGcpKkiRJkiRJUk8ZykqSJEmSJElSDxnKSpIkSZIkSVIPGcpKkiRJkiRJUg8ZykqSJEmSJElSDxnKSpIkSZIkSVIPGcpKkiRJkiRJUg8ZykqSJEmSJElSDxnKSpIkSZIkSVIPGcouoZJkvOcgSZIkSZIk6cEmj/cExlOS7YC9gN9W1ZEd7ZsApwGXd3SfClxbVTu0fbYAdq+q/ebznscATwbuBlYGPlVVx7TnzgS2q6o72+OvA2u1l64G7AbsAXwUOAJ4D3BoVe095B7TgHOSPK2q7pmf+d3vrhvhRHNdaaFMmglzLxrvWcCsGu8ZSJIkSZKkDhMylG13kb4BeFhV7Z7kFUk+DLyrqu5qu50CHFRVA0n6gEcAh7dh7K7AdxZiCt8DrgBuB9ZMsjXNv8UqwDZJ7gEuBuYCRwMXAYdX1YVJXgA8uh3nLcCHOp7rqzSB7+3AfcCvOzbMrllVqy/EnCVJkiRJkiR1wYQrX9CGqj8D/lVV7wWoqq+0bb9MsjewLLACcFIb4L4T2HQe4y6VZMoYp/Fn4NUdx08ENgaWB2a2n1dpz60M7NjeYzfgecBHgO2AjYBjkmzcMdaewPuB39LspH0msDlw4xjnJkmSJEmSJGkRmlA7ZZMcT7Pj9VbgbUneNqTLLcAWwKdodsJeCOxDE8geBWw/yvBHAA+nCUVHuv8WwHOB9YDVgbcBfcA2VfXPtpzCR6vqziSPA54OLAWsS1O+4ATgZcAxwErAOVX1zqH3qaqTklwEHAYsDWwI/HWUuUuSJEmSJEnqkQkVygJvqaobOhuSXFZV6w1p+wzwfzRB7CXAh4F5FWV8PzCvnbLLA18Ezuto232E69agCWF/2B7PAGYBrwfeDBwEXJvku8CBVXVd58VVdUVbzmAL4CZg/9EmlmQ2MHvweIVpk+mfNHMejyNpNAOT1h3vKTT6+8d7BtJCGRgYGO8pSEsE15LUHa4lqTtcS5roJlQoOzSQHcV97e972595vvGqqgbGMO4pNDte9wDOB7YFPgG8Pcn6NC//OjnJk4D1gZ2BtwL/aa87jabMwgbAmVV1fJJLaWrIQlOn9pgky7Vjdb7ka7ck61bVKgyjfdHZ/S87m7HqlOpbHF5QJD3ELRbrqK9vvGcgLbQ+/zuWusK1JHWHa0nqDteSJrIJFcoCJPkCsElH01pJLhw8DVxF82f/0ASiHwdeBZy+sPeuqkpSNDVe1wfWbE8tBbyyqi5r53h2Vd2Q5N80pQ7m0tS4nQF8G1gH+Gu7u/U24MNJ7gJ+VlXvTnIM8I2qOjPJm4AvV9WNSf6xsM8gSZIkSZIkaeFMuFCW5k/0TwF2r6pr2/IFGydZCTgV2I8m/JwOrAVsTROKvqK9/g7gQTtu2+uXHuNu3A8D36MpQTAvHwEuBr5YVYcl2Qg4APgD8HNgu6q6I8mbaV7m9ash128JfDfJrcCdY7hfY+p0mDVnzN0lDaO/312qkiRJkiTpQSZcKFtV/0nyXuAQmrqxg94DHFZVc5LMoAk492t3t34aeCzwoar6DfCbJDvShLWDDqF5edceY5jGgcAuwKOBM+bR9wiaF5MN1rT9JvAWmn+7r1XVHW379cBBSQ5sjzdJ7q+6cBcwE7hmDHOTJEmSJEmStAhNqFA2yd7AGzqOL+SB5Qu2THIEMAfor6o7k6xLUzJgGnBkkhcBn6J5adc+HcMfTFOGYCw+DKzd/vy9bTupLUEA8LiOvvsDHwPOTrIvsBFwAfAtYMckJwF7VNVXga8Oed7Dgd1odtQuQxMGS5IkSZIkSRpHqap591LXJJkMUFX3Lsi183tdkknAUlV1zzw7d5gxY0bNmWP5Amlh9Pf3W7he6gLXktQdriWpO1xLUne4ljQRJLm2qtYc7tyE2im7OFiQMHZhrq2quTywzIIkSZIkSZKkcTRpvCcgSZIkSZIkSROJoawkSZIkSZIk9ZChrCRJkiRJkiT1kKGsJEmSJEmSJPWQoawkSZIkSZIk9ZChrCRJkiRJkiT1kKGsJEmSJEmSJPWQoawkSZIkSZIk9ZChrCRJkiRJkiT1kKGsJEmSJEmSJPXQEh/KJlk2yUR4zkclmTre85AkSZIkSZI0uslj6ZRkOvDDqtpsHv32Be6sqq8mObOqtmjbvwO8uar+0dH3PGD3wbYk6wDfqKpNhxn3aODrVXVOkhcArwcOHGYKVwGzgd9U1Zlt2/eAI4BfjuVZ51eSFwGHjaHrnKp6QZfvfTJwcFVdDLwSeFKSXYATgA3bbisDU4Hr2+OPVNXX5jn4XTfCienmdKWJZ9JMmHvReM/iwWbVeM9AkiRJkqQJbUyhbGtu50GS3YCndjRdSRMM3pdkB2CDJN+gCSxXA+6an4kleQrwf1W1L3AocGSSAZrQ9XRg12EuOwb4CvCDJK8D+mjCyY8meRzwFyDAE6pqWpIVgZtowlyAm6vqafMzz6r6IfDDJG8BlqqqI9r5bw7s1c6/87leDryro2ktoJ8Hfj+HAKcAP+toWxOYVVXnjjCVw4BTgddX1cs77rcHsF5VHTo/zyVJkiRJkiRp0ZhnKJvkXcDLgTWTXAw8HNgfeD5wIXAx8DyaHZnHAjsD19CEjLNpgsLHAD9tywj8sKrePo97Pgn4JjAryUrAOsCraELKK4Gdhrns9VU1AAwk2RJYCTgOeDrwKOCHwPbAi4EZ7TWrApdV1eNHmMdU4J6qmjvc+SFeBuw70skkk6vq3naX6tc62n8PbF9V1w1zzf5V9cf28y+BRyc5tqPLI4GTkny8qj6TZBZw2xjmKkmSJEmSJGmczDOUrarDkxwPHFdV2yT5CHBPe/r8qjo7yZo0Ozn/CZwDbE0Tvs4BNm6Dx2cAzwZ26Bj+J0kGx3oT3L8D9zDgJVX1h3aH69eBw2kC1RNpQtmXAWdX1e+SfByY1jHuYcAtwGY04fAHgPe1174GGAxAVwVuHOXxvwr8FXj3aN9Rkg1pgt9jk0CzM7hzt+pLgL1oQuGhVud/pQWGOiDJ2TQh7vSq+kqSE6vqvnbck4GDgf+2u5LnVtWs9txv52fXb5LZNCE6ACtMm0z/pJljvVzSMAYmrTveUxhef/94z0CaLwMDA+M9BWmJ4FqSusO1JHWHa0kT3VjLFyzH/3ZgTuZ/oexQXwGuANYDpib5flXtBCxTVXclWZYH/pn+tkNqys6kCU2fVVX9AFV1aZLnAjtX1c1JHgH8C/gGcHQbeE4ZnFOSj9KUBHg38CKasPeoNtC8Dvg+cGgbaK5MU2bhCmAO8IGqOrVjfgcCd4zh+/kY8IaqOqENaO+vMZtkP2BvYKckT6Op9zpoGWAF4K9tmNvpxe3cz6Z5IdtvkkwGzk2ybVX9e7BjVV0F7J7kko7rO0Pq/ZPs2vbdaLgHqKojgSMHj2esOqX6FsdamNJDzGK5jvr6xnsG0nzr879bqStcS1J3uJak7nAtaSIbayg7nab26uA1I4WypwPvoAn39gc+17YPvlVmGUavLXs58LzBnaCDquqfSY5Ncj5N4Pu7jtO/BdYGtkpyMHAtze7RbYAnAi+qqmvbcb6Z5A/t+T9W1c9odsvSvkDsG0lmVtWVbf9/jTJX2uteDCwPrJNkcIfsD9vTuwBLA1tW1e00O3TX77j2bTSB8uXAL6rqQTtmk7yBpmzDtlV1b7tr+UiaoHesPmNNWUmSJEmSJGnxMNZQ9onA39vPQ3e7dnom8EngycBn4f4dsFd3XDvaztNbOwPZJGtV1dVJHsv/yhccW1XbJnkf8NWquiTJ12h2uf45yVI0ZRSuBNYAtk4ylyZYnkNTn/ZxVfWA2qtVdWqSvwMbtNeO1fXALJrv6AyawPpQ4Gk0Qesr22dZu93ROvhsK9DsCt4a+DjNS8iGK2NwG3A3zXd7Bs3LzB6ZZOnhJpPkUcCK8zF/SZIkSZIkST001lB2O+CI9vM0hg9lQxMqrtX2GXyZ1h7Aj9vPyzAklO0IJ08fZswftjVmtwSuAtblf4HpccB+wFuBqR1zCnBlVW2e5GjgC8CdwJurat8kp7d9SPJIoL+q7kyyOU1g+/uOuT0cuKOq/jPSF1NV57R9b6YJUA+rqrvbcgQDHV2/nGTfqroszcljgBOr6sqhpQuSfAr4FvAH4PPAtsDnkpxWVRfQ7PRlmJIHywDfpfnOF87U6TBrzkIPI01o/f2WCpAkSZIkSQ8yz1A2yQY0Yeiv26a1aF6iBfClJLcBq9DsYN20fenXUVW1axu4ngVs0XHt39rPywDvATYHvk0T1t5fBzXJFJqXh10JfAT4FHAfzYvDzuvodx6wMc3u0WfMz8MDmwCfSHI3TXmGl1TVdR3nPw1cAhwy2iBJ+oDvAF+rqlPa5nsHnyfJMjRlF65s6+oeS7NreLD27D009W0HPb591pNpdgOf09am3QK4oB0zNC8Uu7s9XhlYCditqv4yTGArSZIkSZIkaTEwlp2yRwPvpHmp1k40L/IaDFb3rqqzk+xFE6AO9U6aF269I8mONAHiVu2f3ocm8Dygqm5vX2J1b5K/0ux6fRjNbtHQlAL4VVXdBWwKkGRTmt2yk4HTqmrnJM+keenWBm1Yuw7wbGAuMKNtezzwiyTvrarvAd8b5dn3YOT6ubTzmNmOcXhVHd9x6mJgZpK/0LzM6ziacPs0mrB176q6t+37XeCr7YvIptKE3tcCP6mqjwFU1dnA2W34ell73Z9p/j2oqn+3AfrTk1wILN3+ngxMav/tAH5YVe8e7ZkkSZIkSZIkLTqpqtE7JDOqak77eVJVzR3z4EmqvUHn5/kdK8nSVTVsODp03F5rd/SuVVWXj6HvUsATq+oPC3nP0PzbjfnfYn7NmDGj5syxfIG0MPr7+32bqNQFriWpO1xLUne4lqTucC1pIkhybVUNt5F13jtlBwPZ9vN8hYCdYenQ4HR+xhopkB1u3F6rqruBeQaybd/7aOrELuw9CxjX55YkSZIkSZK0YCaN9wQkSZIkSZIkaSIxlJUkSZIkSZKkHjKUlSRJkiRJkqQeMpSVJEmSJEmSpB4ylJUkSZIkSZKkHjKUlSRJkiRJkqQeMpSVJEmSJEmSpB4ylJUkSZIkSZKkHjKUlSRJkiRJkqQeMpSVJEmSJEmSpB4ylAWSLDPGfkny5kU9n2HuOz3JUzqOH59kjRH6LpfkWR3Hj0yyXi/mKUmSJEmSJGneJo/3BHotyX7AnVV1fEfzW5JcUVVf6+h3NXAp8HDgY1V1fFVVki2SXFBVZ4ww/l7A+4EbgMcAfwemA4cMuedY5hrgZcAbgQ8AF7Sn+oDPtHN8f1Vd2vbfDjgU+BLwq7bvisCHk9zd9v3dmG5+141wYuZnupKGmjQT5l403rMYH7NqvGcgSZIkSdJia8KFsoOSPB94Z3u4IfDXJK8D7gXOAi6qqh2S7A5s1oa50ASsH0oyF/gv8Grg98Ac4HzgTOAjVXVUkvOqatMkBw6596uAHatqx3lM80TgH8CbgKOS3APcDnwQeDcwF3h/O8cPAg8D9gOOT3IX8EfgY8AJwJ+AQ5LsVVUD8/dtSZIkSZIkSeqWCRXKJvkgsD1NmPlT4LPAb4G9gVNpdqX+jCZ4fWLHpX+kCUF3A74D7AycB1wNrNyOdShw8Bincjdwzxj6vaKq7k0yHTgJ+D5wH3AMcHlVXdbOlyRvb/uuCHyu/ZkL/AA4v6r+BOw0xvlJkiRJkiRJWkQmVChbVW9PchVwJ/BV4GiaIHYV4OnAjsCngdcAuyS5FLgVOASYBTyxqj6X5EKaXay70gSs8+se5hHKJlkLODTJE4ECvgesTbNTdhfgE0nWpNmt+xFguyQbA8sApwAbAdcCLwLe09aVvRP4RFV9fZj7zQZmDx6vMG0y/ZNmLsCjSRo0MGnd8Z7C+OnvH+8ZaAkyMDAw3lOQlgiuJak7XEtSd7iWNNFNqFC2tRTwHOBimpDyczSB7Fk0O2DvBjYGjqUJNs+mCTpfC7y4HeNvNDtrv0IT1g61Z5JNgfWSfIOmtuynOs7fQ1MmYTTX0QTHewGPo9nlutOQPhfR7M79N/Af4A5gM2Dr9qfTDTQB9LBhcFUdCRw5eDxj1SnVN1FrYUpdNGHXUV/feM9AS5g+/5uSusK1JHWHa0nqDteSJrIJFcom+SzwDJpyA08BTgZeCawBTKMJMl9Os2N2deB6mjD1y8BBNDVo96YpY3A7sDnwiGFu9Q3gMx3Hj6HZcTtonuULqupe4Iwk7wG2q6qB9iViK1XVUe3zXFhVc9pLzkjySmC/qrowyRbATlV1UEffG0e7pyRJkiRJkqRFb0KFslX1f+0Lu+6squPb5tOTvILmJVnPA/ppSgK8uT3/uqo6E5q6rUmeDhwAbFtV9yShvW4jmhd9AdxdVZ0h7B+SbJNkTlXdxth2yo6vqdNh1px595M0sv5+d4xKkiRJkqQHmVChbKe2rMCa7WEfzXexe3vcDwyXSM4GfgO8p6r+1dE+lhd9vRG4BLiNplTCn+djuj9Lcl/H3AfneX6SJ9O89OuWtu2EJLd39D2v/XhtkscD/66q6+fj3pIkSZIkSZK6aCKGspOBqqrBYJNhygJsDbyHZvfrrkm+ApxEU8rge8A+SS4HfkBTy/VU4Aqa8gZbASsOc981aerEAuxDEwBvPob53gfs2FGm4AGSnAwcCNzS9t2vqs4doe/RwHdoyjJIkiRJkiRJGgcTKpRN8kVgW5qasaNZlSa8/ANwIfAxmlD2rVX1kyTrAh8B3g88uapOaK+7Nsk5wHuS7AhU274ccFZbJxbg08BxY5z2ScBZSQaGOTcZuKaq/tEe/wj4apKbh+k7ieZFYG8Z430lSZIkSZIkLQKpqnn3muCSPBq4ooZ8WUlWqqqB8ZnVojVjxoyaM8eastLC6O/v922iUhe4lqTucC1J3eFakrrDtaSJIMm1VbXmcOcm1E7ZBVVVl4/QPtDjqUiSJEmSJEl6iJs03hOQJEmSJEmSpInEUFaSJEmSJEmSeshQVpIkSZIkSZJ6yFBWkiRJkiRJknrIUFaSJEmSJEmSeshQVpIkSZIkSZJ6yFBWkiRJkiRJknrIUFaSJEmSJEmSeshQVpIkSZIkSZJ6aL5D2TTWWZCbJdkyyVMW5NolSZKnJ9mi43i5JG8avxlJkiRJkiRJ6pXJC3DNqsDpSZ5SVbcMNiZ5FvA54BHAlcDqwB3AN6vq4CRbAZ8Gnj90wCRrA4cD9wCvqar7hpy/Cfj7kMseU1WrdvS5pKrWX4DnGVaS1YELgYuHOf1w4NNVdcyQawKsAKxM8z2tDswA1gaOqapr266zgc93XPpCYMMhYz0M+El7uA7wwqr6XXvuecAzquq9o8x/J2CPqtp1Ho86vLtuhBOzQJdKak2aCXMvGu9ZqBtm1XjPQJIkSZK0BJlnKJvk3cAu7eFSwLT2uvOT3E0TpAKcD7wAOLqqdkjyvrbth0kOBvYAtq+qfwwZf2tgL+DVwGOAE5K8uaqu6+h2HbBdVQ0kmUwTcv6gvf7iqtqoY7wnAr8BBgPQP1XVzmP5MoYxieG/o6WGPMPLgCOB/wD/bX8PAP3tz7+AFYFrk1wIPB5YP0nRfGe7A5smuaQdck5VbZVkB+A2mrD7piTfBtYA1gNuTLJN23/nqrphAZ9RkiRJkiRJUg/NM5StqsOAw5JsThM0HlpVuyY5BvgGcF9V/QpghLIGzwWeBDwDuDfJulV1RZLHAIcC/wT2qqp7gT8meRdwYpJfAp+pqv52nK8k2Q94GrDpKFNeFTizqh60I7ed47JVdce8nrt1CfDRYdqfNeR4KvC5qjp0DGOuDDys/fxT4AnAWlW1eju/5Wh26AK8GziO5pluoglvZ7W/7wX+TLNj10BWkiRJkiRJeogYU/mCJO8A1gQ+M/QUsGeSbavqkOGuraqfAT9LMhX4IfDttp7q24Bf0ZQzeH7zl//3m0KzI/fCducrwIdpQtzVgQOB7UeY7qrAjaM8zllJPltVx43SB+B24Exg+WHOXUsTiHb6vyTzKhXwPKCq6k6AJHOB3Wh22Q6aDNzdfp4BXE+zy/Y2mpB2ErAvzQ7lLYB9knyZZndwp6nAskmuH9J+RFUdNY95SpIkSZIkSVpExlK+4ECgr6r2T/J4mjqx0ISW9wCvAT6d5J3Ay4FHtH+ivzrw8iSHAlvR7Ko9paq+kGQF4OudO1aTfAH4alWd2dH2rqq6KwlV9au2DMKdVXXVkBC300rA85JcAVwOvKuqzus4vwsw6s7SJEfR7PD9L/BsmjqxtMf3j9POa4v2+OiqOny0cduxhzYdBuyd5DVVdSywNHBXe24GsA+wFvBK/rfD9m0d5x8N/HZwp23HfXZiPmrKJplNU+sWgBWmTaZ/0syxXCppBAOT1h3vKahb+vvn3UeLzMDAwHhPQVoiuJak7nAtSd3hWtJEN5adsl8CXp3k/mCz4/NmwN+qas8ky9LshD2kqnbrqCn7d+CXwHuq6ntJJlfVfxmDqrprSNPtNKHlaNd8AfhCkkk0QeZpSdasqtva81eP4b4HJfkozY7YK2lC5b8M0/W77e9lgTvb8gr7jTDsC6pqDjCjDa2hqQ0LcBRNjd4/tPcc3Cn76nbsK4Bn0nyXg/VxTwS+A+xUVT+e1zPNS1UdSceO3RmrTqk+X1AkLTTX0RKir2+8ZzDh9flvIHWFa0nqDteS1B2uJU1kk+bVoapua//c/fk0gejLq2pTmj+d/zdwetvvDpqXUA3dTvRPmhdRfa8tW3BGGvsluXDwhyZs/EJ7fFH7+/7VmeQ5NGHlpCRPG8O851bVl4C5wDrz6j+Cu4A7aXYE3wM8luYlX+cBr23Hhqa8wE00u4OPqqqNO39oavFOafvO6Wg/v53rv2l2xL6INuBt+15PsxN2jXYuj6F5KdqBgFvwJEmSJEmSpIegMdWUhSY4TLIv8K0kHwbeCHyhqk7o6LYlTWDZed1/gf8m2Rb4OPCiqirgmCRbA5+qql8Oli+g2VV7AvCtjpd8ARwCvAJ4OHBwR/s/O++X5NHAP6rqviQvoQkzL+s4vxZww2Bd13nYE7iVJhT9E3AEzYu37gVOrKqb2n7r04TTjxzDmMNqyzacmWQmza7bzYFTgJ8DZ9MEtVMXdPz5NnU6zJrTs9tJS6T+fndYSpIkSZKkB5nnTtlBSZaiqWn6b+BjNMHkZUmWbs8/HNiVpoRB53UrJDkaeAewVVVd1nH6IODg9iVgg14CXFFVPxoyhRdW1fVVdRFNODsFoKpekORh/G/X6vOBq5JcDhwAbD+kDMJJwB7zeNZH0NRr/QFwKk0Jg92BJ9GUUDgM+HXbdxngkVV1wWhjdpiR5OIkFwNPbceY2pZbAHgczYvKfkdTy3cX4F80u23PBT4PHE1T0mAKUGO8ryRJkiRJkqTFwFhe9LUnTSC5LnAWTW3Yc5I8Ffg/mh2vtwG/AN4xTL3YrwO/AQ6qqnvbMZ8AfKWjz29oXma1Bc3OVJLsSPOn/i8AGNzZmuQXwKrAr5JMBy6k2UF6XNvvaJrQciTPoQlWR/MImnD5KuBq4BaaMgL7A59tn/vAJLvR7MI9rOPaw5IcNGS89To+z6mqjdpnObNt2xg4Pcl1wPLArPYFZ3u0L1CbTBMu/w04sa3f+wOasgwfaMfaiaY27QMk+UfH4S+r6pXzeHZJkiRJkiRJi1CaSgKjdEjWAaYBf60ROre7ZCdV1XXDnMtI101ESVZua8gObQ+wTFub9wHtw31/bZmG24f7zrthxowZNWeO5QukhdHf32/heqkLXEtSd7iWpO5wLUnd4VrSRJDk2qpac7hz89wpW1X/GEOff41yzkC2w3CBbNtewB0jtA/X//IuT02SJEmSJElSD4y5pqwkSZIkSZIkaeEZykqSJEmSJElSDxnKSpIkSZIkSVIPGcpKkiRJkiRJUg8ZykqSJEmSJElSDxnKSpIkSZIkSVIPGcpKkiRJkiRJUg8ZykqSJEmSJElSDxnKSpIkSZIkSVIPGcpKkiRJkiRJUg8ZykqSJEmSJElSD00e7wksyZKkqmohx3gkcPXCjjPf7roRTkxPbyktcSbNhLkXjfcstDib1dv/aZckSZIkLR4MZUeQ5CPANoOHwGOBS4GHA/cAN7fnbgZOrqojkzwOeFdV7dGe+2GSN1TVFUPGfi6wfVXNbo9fBDwX+BpwU1Vd3tH9F8D6wL1Jng30ASsBqwFrAvdU1UHtOJ8GtgWuaa+dDXwDuAm4q207qKouXMCvRZIkSZIkSdJCMpQdQVW9ZfBzkuWAX1fVxkkOAa6pquPbc0sBX0ryqqo6LsnVSVYA5gKbAc9LAnBvVX2hHfJA4JiO200G7qMJTr+f5MVV9bckywC3VdW9bb8NgOWApwM3ACcA17bzOAC4CLgd+CCwMvAmYA/g1cBrer7bVpIkSZIkSdKDGMqOzVI0IetwJgOvBF6b5HrgRmBLYGnge8BA2+8+gCSPAtaqqp8MGePeqrooySuAm5O8lCZcXSXJX4DLq+qF7RhvBf5dVb9pjx8HPAt4Gc2O2ycAOwLnVdVvkzwDmEEb4EqSJEmSJEkaP4ayI0gyGbgVuIQmYF07yYW05QuSHARMpwk7PwkcDMwEjquq3yU5iWZX69bAMjS7WAE+C1yc5C3Ay9u2VYBlkjyvYwovAA6jKVdwCnBox7lpwHWDB1V1aZK3A/3Anzv6PTnJq9rP+yT5XlV1jtP5vLNpyh0AsMK0yfRPmjnKNyRpXgYmrTveU9Dirr9/vGfwkDAwMDDeU5CWCK4lqTtcS1J3uJY00RnKju4fbcmCzYDZVbVrZ/mCJAfSBLaTacoFTAGObUsa7FRVVyR5GPAj4OPtLth1gOur6iPARwCSvB94alV1hrIkeQrNbtv1gP8kubg9tQZwR5K3tcd709SNvQb4zgjP8vjRHrSqjgSOHDyeseqU6vMFRdJCcx1pVH194z2Dh4w+vyupK1xLUne4lqTucC1pIjOUHZsDaIJVgKIpZzCo2oCVJMsDu9Dsah2s3/p+4CNVdUGSNYDX8b8dsoOeDUxPsnJV/bujfTOaHbjvAX5UVfu29/k1cG5VvWmwY5InAHOA80d4hiuB/475iSVJkiRJkiQtEoay85DkQ8AjgK+2TRcBn0/yOpryBR9NcjjwLZrSBjfSlCt4Y5KnAY8GNk/yTppasxsOGf/pNCHvkTQB7Ns6Tv8IOBbYGDi87T8DuA2YmSQdL+96NE3d2+8BfwE2oQlo1wX+3V5zM3DWmB586nSYNWdMXSWNoL/fnZCSJEmSJOlBJo33BB4Cfga8oKruA6iqk6tqjaraGDii7bMzcD2wQlX9l6aW7DuqalOaerC7V9WmVXVH58BJVgKOA94MHA9sm+S5g+er6r00YepywIpt8zvaa/5Asyt30A40IexPq2pr4OL29wnAm4CXLvxXIUmSJEmSJGlhuVN2Hqrq9DF0uw14DnBOkgCrt20wQvDd7nj9LnBMVZ3btr0cOC3JG6rqpLaW7ZOBQ4D3JDmF5mVirwNOB36V5I80O2RfBDwf+FGS04GN2t/rAi9s53PTfH8BkiRJkiRJkrrKUHZ06yS5cJTz04FPAD8H3gp8FLgYOBNYP8nXaUoZDFcH4BPAsVX1pcGGqvpzkp2AI5JcBhwD7FhVVyYp4APA1m3Jgv4kbwB+BexKU/7gNpqdsnslObuqtk5yKM2LwZ7UzkuSJEmSJEnSOMr/SpJqQSVZBphcVbfOxzWd9WCHO78UsFJV3dQePwn45+BxR7/HVtXfhrl+k6o6P8m6wL+HvEBsnmbMmFFz5lhTVloY/f39vk1U6gLXktQdriWpO1xLUne4ljQRJLm2qtYc7pw7Zbugqu5cgGtGTcPbGrY3dRz/YYR+Dwpk2/bz299XzO/cJEmSJEmSJC06vuhLkiRJkiRJknrIUFaSJEmSJEmSeshQVpIkSZIkSZJ6yFBWkiRJkiRJknrIUFaSJEmSJEmSeshQVpIkSZL+v707j7arLO84/v2FkBAEEQlXyUoQUMCBktShoMUBxXlALFJloRZLseJItNWKiIhdxYE41QFUFg5QBbVSWW21qLFqV1DEMLkQp4jIcAGNoGgw5ukfe188HG+Se8nJPjc5389aZ52z3733u599WM+6l+e+ebYkSVKHLMpKkiRJkiRJUocsykqSJEmSJElShyzKSpIkSZIkSVKHLMpKkiRJkiRJUodmDzsADU6SbarqDwOZbM3NcE4GMpU0smYthnWXDjsKjaIja9gRSJIkSZI2wJWym1GSH0/hmJVJdp/GnK9M8r0kj59k93uTPDrJmUkeNK1gJUmSJEmSJHXCouwAJHlXkm8nuT7JiiQntrvWTXGKPzkuyTFJvpvkpnbOeyc5AXggsD9wXJJD+057PHAREGBtO8/8JGe1r3ferRuUJEmSJEmSNDC2LxiAqjo+yXzgv6vqwCTvSXIVsHv7DjAP+BvgeGCvntPvD1yYZG3P2DFV9ZEky4E3A28FPt/u+x/g9cAPgOOTHAMcBewD/Bg4CTgUOCDJAuCpwBjwJuD967uHJEuBpRPbO24/m/FZi6f5TUjqtXrWXhs/SNocxseHHcFArV69etghSFsFc0kaDHNJGgxzSaPOouxmUFWvSrId8N2qehBAkrPafc/qPTbJ5cCTqur6vvH5wMOAXYH7AP8KzGl3f7GqbkqyD/DIqvpVkuOBm6rqhCR7AG8A3k2zYvYXVXVxkt9vIOZlwLKJ7QW7zKkxe2FKm8w80lCMjQ07goEb2wrvSRoGc0kaDHNJGgxzSaPM9gWbzxhwS8/2XOB3kxw3l7bVQJ+FwBOBRcBDgacB96JZBbtvkguABcBuSfYEDp7kWtsC6y3ESpIkSZIkSeqeRdnN50HA1T3bc4BDklzR87oS2Bu4uG98eVWtBE4FLqmqd7VzPJymSNtvb+CEnu2dgFuxKCtJkiRJkiTNOLYvGKztkzyf5sFdTwC+1rNvB+DcqjplYiDJU4F/oWlzcPQU5n8d8Lf9g1X1pSQPAB7TDs2rqt8m2Ra4427dydz5cOR1d+tUSa3x8a3yn5FLkiRJkqRN40rZAUjyduD/gJtoVsgGeApwbs9hOwC/6Tnn3sDbgRcAi5L095q9H81Dug5sH/g1B3gn8OyNxLIjzSpZ2nNcKStJkiRJkiTNIBZlB+NMYElVPRY4AzgReEVV/RYgyVxgD+CX7fa+wJeB91XV5cDRwLuTvCRJ2jkX0/SGPQZ4Js2K1+OBzwEF/DWwHfCHvliOAM5rP2/Xvj8tyUqaPreSJEmSJEmShsii7ABU1VVVdXuSXYBvAu+oqvOTvCvJzcANwBeAHZK8DVgOvLWqzmjP/xnNg7peQNNf9ljggqp6Z1Utr6rb2ksdAxwCXAV8Engb8NWeUHZu57khyffa4wr4QlUtAVZtti9BkiRJkiRJ0pTYU3aAquqWJEuq6pft9vHA8UlSVZXkCJo2Bkuq6sa+c3+a5NHA04H9qmpd3/6/aT+e2r4f1rf/h8ChE9tJvtgzx4vaY540iPuUJEmSJEmSdPdZlB2wiYJs31i17+dy1z6zkx13Qfva1DjWbfwoSZIkSZIkSV2zfYEkSZIkSZIkdciirCRJkiRJkiR1yKKsJEmSJEmSJHXIoqwkSZIkSZIkdciirCRJkiRJkiR1yKKsJEmSJEmSJHXIoqwkSZIkSZIkdciirCRJkiRJkiR1yKKsJEmSJEmSJHXIouwmSLJjkl0GPOfsJLN7tv1vJEmSJEmSJG1FZm/8kK1bkkXAm4Bjq6p6xo8BZlfVhzZw+rOApwJHrWfu5wCPqqrXbuD62wLvBV5fVb9q55oLnN4ecnqS06rqqp5zzq+qQ/vmWQk8vKrWbiDeqVtzM5yTgUwljaxZi2HdpcOOQtrymUsalCNr48dIkiRJHRj5omxV/SzJGPDKJPcCntnumg+kLc4CfB+4DTi4fb9Tkot7NldX1SHt54XAUUmesoEQng18BTijvf6twO+SLK2qfYF9gav7ztmlve7ZwP3asQcAy5M7C6mvBi4HlgFPANYCp1fV+zYQiyRJkiRJkqTNbOSLsq3jgCOq6mTgZJh8pWySDwEvqarlSS6qqgN69n2nqh7WN+9C4NVV9an1XbhdKfsj4HPAV4EPtrv+PMl9gX2AbyfZC3gc8EhgbpJPAOfRFGMB9gT+A1gHrK2qi5McBywCHgLsBFyW5CtVdeU0vx9JkiRJkiRJAzLyRdm2J+wfgA8mWQisBK4C7tPszlE0hdFHtae8OMlbgYck+UbPVA9st39QVUe3YwuBL24khGcALwVeSFNQvaEdvwN4AbAcOAk4ERgH9gfWACcA5/TMsxNNO4WJ+7qVptg7B9gW2B64vZ1jsu9hKbB0YnvH7WczPmvxRkKXtCGrZ+017BCkrYK5pIEZn/TXoJGxevXqYYcgbRXMJWkwzCWNupEvygIvBw4DTgW+ASyvqsN7V8om+WTP8We2K2WvBN7ZM/7PVXVQ39y/Bt6bZLIGZrsCL6+q85LsRNOGYA3wYeBmmiLrfjQF492AnwJ7AVcC+1fVNW3BeL9J5r6+qr7TPiTsWJpC7DyavrU3TfYlVNUymlYHACzYZU6N2b9P2mTmkTQY5pIGYmxs2BEM3ZjfgTQQ5pI0GOaSRtnIF2Wr6uT0NGIFHteueF0M3NizUvbNwHY0hVOA/+mb6kuTzH3s+q6b5Eza3rRVdVaShwP/DhwE/Bb4NM2q3VfRrNK9rKq+CXwzyfPbaZ5B09JgRc/UuwL3Bw4H3trONR+4N/ClJJdW1YXri0uSJEmSJEnS5jXyRdk+NwAPBY6mKWTeBpwOfK3dtzMwv32w1zzgwJ5zt09yalW9Pslr2jnW5wPAvYBfArSF3zU0BdU7gM+2x90CXAz8A02ReDL7t7HeGQdwTfv52cArquoO4IYkn6NZFbzxouzc+XDkdRs9TNIGjI+7KksaBHNJkiRJ0lbGouxd7QG8B/gWTWuCnWnaA7wMeB3NitkLafrEng98qKrOT/IU4C3AhwCq6jTgtA1dKMmRNG0KAJ4HvAbYETiSpk3B/Krar22TcG1V3bieqZb1PYzsgTQrZAGuAJ6T5CvADsDTgLOm8kVIkiRJkiRJ2jxGviibZAw4mKZoeTDwrqq6sO0pe1tVvSPJQ4DHAr+pqt+25x0OXJjkRGAt8KSqWj3Fa+5MUwC+Nsk2wJ5V9f0k7wOOoOkbe2GS3Wh63f4syXOr6rxJplua5Hk929sDq9rPL6dZ6ftToIDPtNuSJEmSJEmShmTki7I0q1vPAh4CPAY4IMk6mlYCSXIczfd0I3B2khcDD6fp/boC+C/gWcCKJJcBl1TVqf0XSXIh8CCaNgVzgPdU1ZokjwKuSvI64Hqa9gmfAP4T+CrNCtpvAl9PcmVVfa9v6mXtw8ieDJwCbNPGRFWN07QrkCRJkiRJkjRDpKqGHcNQJZnT9lztH59NU+CceAjYYuA7NL1irwK+VVVr+o7fH7hnVS3fwPVmVdW6nu3QPIRrHnBjVf2+Z98+VXV1+3l+Vd38JxNuJgsWLKjrrrOnrLQpxsfHfZqoNADmkjQY5pI0GOaSNBjmkkZBkp9X1cLJ9o38StnJCrLt+FqatgQTLmrfP7yB4y+ZwvXW9W0XzQO9Jjv26p7PnRVkJUmSJEmSJG0+s4YdgCRJkiRJkiSNEouykiRJkiRJktQhi7KSJEmSJEmS1CGLspIkSZIkSZLUIYuykiRJkiRJktQhi7KSJEmSJEmS1CGLspIkSZIkSZLUIYuykiRJkiRJktQhi7KSJEmSJEmS1CGLspIkSZIkSZLUodnDDkAbliQAVVUbOW5bYH5VXT+QC6+5Gc7JQKaSRtasxbDu0mFHIW35zCVpMMwlaTDMJWkwzKXRdOQGy1sjxaLsDJNkOfC8qrqhHToOmJukgK8COwJ7A18G3l1Vh7XH7QZ8FHhitxFLkiRJkiRJmg7bF8x8t9MUz88F3gZcDbwQ+BxwSpLDk1zb7t8xyYok1yZ5BkCSw5JcluRHSS5K8rAh3YckSZIkSZIkLMrOVBcmWZnkZTRF2XnAGuD1wL7AHOAXVXVJe/xHqurAiRfwkZ65FgCPqar7Ax8HzurqJiRJkiRJkiT9KdsXzEyHAL+jWQ177/b1YOBaYBw4EXhjkgXt8S9OckjP+bsDFwNU1ft7xr8OnDTZBZMsBZZObO+4/WzGZy0eyM1Io2r1rL2GHYK0VTCXpMEwl6TBMJekwTCXRtT4+LAjmDEsys5QVbU6yROAxcDSqnphkqcDv6+qLyc5GvhLoIAzq+rNE+cmeXP/fEm2oSnmnr2e6y0Dlk1sL9hlTo3ZcFvaZOaRNBjmkjQY5pI0GOaSNBjm0ggaGxt2BDOG7QtmiCSvTfIjYDvg80l+VFUFrAJ2T7IbcApwSZLnAgcBE39WOibJ95NckWQFcEzf3HsCXwNWA//YyQ1JkiRJkiRJmpQrZWeWU6rqLIAkV8CdK2Z3oHmQ10uBR9E86Ot44ID2vI8AnwVeUVXHJvk7YAlwQZKDgI/RrLY9f8qRzJ0PR143iHuSRtf4uH8FlAbBXJIGw1ySBsNckgbDXNKIc6XsDJfkScAi4FNVdRHwauB5wG3ANhPHVdXlwKwkXwb2AN7X7joHOGJaBVlJkiRJkiRJm40rZWeWE5P8fft5XpLTgD8HDgXek+QcYH5V/SbJg4GfAwF2TvJq4HLgvsC2wD2SzKMp6H46Se91Dq+qlV3ckCRJkiRJkqS7cqXszHJKVR1YVQfSrIT9OPDEqloBnAZcCnw2yQ+BFwH/BvwZcAhwO/Bh4JnA94EPALdUVarqAX2vlZ3fmSRJkiRJkiTAlbIzyRnAuomNqlrSu7OqzqXpKwtw8sR4klOBk9qHgk34aPuSJEmSJEmSNMNYlJ0hqurWu3ne7YOORZIkSZIkSdLmY/sCSZIkSZIkSeqQRVlJkiRJkiRJ6pBFWUmSJEmSJEnqkEVZSZIkSZIkSeqQRVlJkiRJkiRJ6pBFWUmSJEmSJEnqkEVZSZIkSZIkSeqQRVlJkiRJkiRJ6pBFWUmSJEmSJEnqkEVZSZIkSZIkSeqQRVlJkiRJkiRJ6pBFWUmSJEmSJEnqkEVZSZIkSZIkSeqQRVlJkiRJkiRJ6pBFWUmSJEmSJEnqkEVZSZIkSZIkSepQqmrYMWgGSrIWuGHYcUhbuB2AXw87CGkrYC5Jg2EuSYNhLkmDYS5pFOxaVXMn2zG760i0xbihqhYOOwhpS5bkWvNI2nTmkjQY5pI0GOaSNBjmkkad7QskSZIkSZIkqUMWZSVJkiRJkiSpQxZltT7Lhh2AtBUwj6TBMJekwTCXpMEwl6TBMJc00nzQlyRJkiRJkiR1yJWykiRJkiRJktQhi7KSJEmSJEmS1CGLspIkSZIkSZLUIYuyuoskeyf5vyRXJ/lWkgcPOyZppkvy3iSrklSS/XrGx5L8d5IfJLkiyUHDjFOa6ZJsl+Tz7c+glW3+7NHuM5+kaUjypSSXtbn09SRL2nFzSZqmJCf1/p5nHknT0/6/0lXtz6SVSf66HTeXNNIsyqrf6cAZVbUP8Hbgo0OOR9oSfAY4CPhp3/ipwIqq2hs4Gjg7yeyug5O2MGcA+1bVEuCCdhvMJ2m6jqiq/dtcOg04sx03l6RpSPJQ4EDgmp5h80iavsOrakn7+nQ7Zi5ppFmU1Z2SjAEPBT7ZDn0W2HNilZKkyVXV/1bVtZPsOgJ4f3vMt4EbaYq3kiZRVb+rqv+sqmqHVgB7tZ/NJ2kaqmp1z+ZOwLr2s7kkTVGSuTT5chxQPbvMI2kwzCWNNP8CoV6LgOuqai1AVVWSa4DdgVXDDEza0iTZBZhVVTf1DK+iySdJU/NK4Avmk3T3JPk4cHC7+RRzSZq2twCfrKqfJAH8HU/aBGcnmQVcBPwTzR8LzSWNNFfKql/1bWcoUUhbB/NJupuSvAHYGzihHTKfpGmqqhdW1SLgjcA7Job7DjOXpEkkeSTwCOADk+w2j6TpeUxVLab5l7m3AB9rx80ljTSLsur1M2DhRA+XNH8OXsRd+ydJmoKqugUgya49w/fDfJI2KslrgecAT62q280nadNU1cf444pZc0mamscCDwR+kmQVsBD4IvAXYB5J01FV17TvvwfeDTza3+8ki7LqUVXjwHeBo9qhvwJWVdWqoQUlbdnOA14GkOQRwH2Bbww1ImmGS7IUeD7wxL6emOaTNEVJ7plkQc/2YTQrk36BuSRNSVWdWlULqmqPqtoDuBZ4clX9F+aRNGVJ7pHkXj1Dz6epO4C5pBGXPz5LQ4Ik+wJnAbsAtwIvqqorhxqUNMMleT9wKM0vETcDv66qByS5D/AJYE/gDuC4qvra8CKVZrYkC2n+1caPgdva4TVVdYD5JE1dkkU0D2ydR9Oz7ybgtVW10lyS7p52tewzquoK80iauiR70fxM2oamPcGPgVdV1SpzSaPOoqwkSZIkSZIkdcj2BZIkSZIkSZLUIYuykiRJkiRJktQhi7KSJEmSJEmS1CGLspIkSZIkSZLUIYuykiRJkiRJktQhi7KSJEmSJEmS1CGLspIkSZIkSZLUIYuykiRJkiRJktSh/wd/UFNHwsysjwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "plt.barh(range(len(a)), b, height=0.3, color=\"orange\")\n",
    "\n",
    "# 改为设置x轴刻度\n",
    "plt.yticks(range(len(a)), a, fontproperties=my_font) # plt.xticks([刻度],[标签],其他属性)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 练习\n",
    "\n",
    "对比条形图(绘制多次)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = [\"猩球崛起3：终极之战\",\"敦刻尔克\",\"蜘蛛侠：英雄归来\",\"战狼2\"] #4部电影\n",
    "\n",
    "# 4部电影3天的数据\n",
    "b_16 = [15746,312,4497,319] #16号当天4部电影的票房\n",
    "b_15 = [12357,156,2045,168]\n",
    "b_14 = [2358,399,2358,362]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "bar_width = 0.2\n",
    "x_14 = list(range(len(a)))\n",
    "x_15 = [i+bar_width for i in x_14]\n",
    "x_16 = [i+bar_width*2 for i in x_14]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "# 关键的操作\n",
    "plt.bar(x_14, b_14, width=bar_width)\n",
    "plt.bar(x_15, b_15, width=bar_width)\n",
    "plt.bar(x_16, b_16, width=bar_width)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "plt.bar(x_14, b_14, width=bar_width, label=\"9月14号\")\n",
    "plt.bar(x_15, b_15, width=bar_width, label=\"9月15号\")\n",
    "plt.bar(x_16, b_16, width=bar_width, label=\"9月16号\")\n",
    "\n",
    "# 设置x轴的刻度\n",
    "plt.xticks(x_15, a, fontproperties = my_font)\n",
    "\n",
    "# 设置图例,\n",
    "plt.legend(prop=my_font, loc=3) #3 <--> lower left\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`bar_width` 不能设置太大, 否则不同日期的数据会重叠到一起"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:analyze]",
   "language": "python",
   "name": "conda-env-analyze-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
